EDA Report

Brought to you by YData

Dataset statistics

Number of variables	17
Number of observations	505354
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	65.5 MiB
Average record size in memory	136.0 B

Variable types

Numeric	16
Categorical	1

Alerts

`Aspect` is highly overall correlated with `Hillshade_3pm`	High correlation
`Avg_Hillshade` is highly overall correlated with `Hillshade_3pm` and 2 other fields	High correlation
`Distance_to_Water` is highly overall correlated with `Horizontal_Distance_To_Hydrology` and 1 other fields	High correlation
`Elevation` is highly overall correlated with `Soil_Type` and 1 other fields	High correlation
`Elevation_x_Slope` is highly overall correlated with `Slope`	High correlation
`Hillshade_3pm` is highly overall correlated with `Aspect` and 3 other fields	High correlation
`Hillshade_9am` is highly overall correlated with `Hillshade_3pm`	High correlation
`Hillshade_Noon` is highly overall correlated with `Avg_Hillshade` and 1 other fields	High correlation
`Horizontal_Distance_To_Fire_Points` is highly overall correlated with `Hydro_Road_Fire_Distance`	High correlation
`Horizontal_Distance_To_Hydrology` is highly overall correlated with `Distance_to_Water` and 1 other fields	High correlation
`Horizontal_Distance_To_Roadways` is highly overall correlated with `Hydro_Road_Fire_Distance`	High correlation
`Hydro_Road_Fire_Distance` is highly overall correlated with `Horizontal_Distance_To_Fire_Points` and 1 other fields	High correlation
`Slope` is highly overall correlated with `Avg_Hillshade` and 1 other fields	High correlation
`Soil_Type` is highly overall correlated with `Elevation`	High correlation
`Vertical_Distance_To_Hydrology` is highly overall correlated with `Distance_to_Water` and 1 other fields	High correlation
`Wilderness_Area` is highly overall correlated with `Elevation`	High correlation
`Horizontal_Distance_To_Hydrology` has 21630 (4.3%) zeros	Zeros
`Distance_to_Water` has 21630 (4.3%) zeros	Zeros

Reproduction

Analysis started	2025-06-09 19:36:20.448599
Analysis finished	2025-06-09 19:37:00.985956
Duration	40.54 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

Hillshade_Noon
Real number (ℝ)

High correlation

Distinct	185
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.87896182

Minimum	0
Maximum	1
Zeros	5
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0.73622047
Q1	0.83858268
median	0.88976378
Q3	0.93307087
95-th percentile	0.98425197
Maximum	1
Range	1
Interquartile range (IQR)	0.094488189

Descriptive statistics

Standard deviation	0.077089647
Coefficient of variation (CV)	0.087705341
Kurtosis	2.4443385
Mean	0.87896182
Median Absolute Deviation (MAD)	0.047244094
Skewness	-1.1404263
Sum	444186.87
Variance	0.0059428137
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.9094488189	12314	2.4%
0.8976377953	12230	2.4%
0.9173228346	12063	2.4%
0.905511811	11975	2.4%
0.9015748031	11849	2.3%
0.9212598425	11805	2.3%
0.8937007874	11601	2.3%
0.8897637795	11594	2.3%
0.8779527559	11564	2.3%
0.8858267717	11495	2.3%
Other values (175)	386864	76.6%

Value	Count	Frequency (%)
0	5	< 0.1%
0.1181102362	1	< 0.1%
0.157480315	1	< 0.1%
0.1653543307	1	< 0.1%
0.1771653543	1	< 0.1%
0.2086614173	2	< 0.1%
0.2480314961	1	< 0.1%
0.2519685039	1	< 0.1%
0.2677165354	1	< 0.1%
0.2795275591	1	< 0.1%

Value	Count	Frequency (%)
1	3981	0.8%
0.9960629921	4664	0.9%
0.9921259843	5492	1.1%
0.9881889764	5864	1.2%
0.9842519685	6488	1.3%
0.9803149606	6356	1.3%
0.9763779528	6907	1.4%
0.9724409449	7617	1.5%
0.968503937	7453	1.5%
0.9645669291	7352	1.5%

Hydro_Road_Fire_Distance
Real number (ℝ)

High correlation

Distinct	12679
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.35297117

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0.10281593
Q1	0.2065526
median	0.31934321
Q3	0.46919359
95-th percentile	0.72792143
Maximum	1
Range	1
Interquartile range (IQR)	0.26264099

Descriptive statistics

Standard deviation	0.19013593
Coefficient of variation (CV)	0.53867268
Kurtosis	-0.029145393
Mean	0.35297117
Median Absolute Deviation (MAD)	0.12460677
Skewness	0.7353494
Sum	178375.39
Variance	0.03615167
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.218061843	134	< 0.1%
0.2219749866	125	< 0.1%
0.2185222128	123	< 0.1%
0.215299624	122	< 0.1%
0.4014424921	121	< 0.1%
0.2309521983	118	< 0.1%
0.2234328244	117	< 0.1%
0.2638686411	116	< 0.1%
0.2367835495	116	< 0.1%
0.1566024707	116	< 0.1%
Other values (12669)	504146	99.8%

Value	Count	Frequency (%)
0	1	< 0.1%
0.0005370981355	1	< 0.1%
0.001304381186	1	< 0.1%
0.003222588813	2	< 0.1%
0.003376045423	1	< 0.1%
0.003759686949	1	< 0.1%
0.004143328474	1	< 0.1%
0.004296785084	1	< 0.1%
0.004450241694	2	< 0.1%
0.005524437965	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9994629019	1	< 0.1%
0.9989258037	1	< 0.1%
0.9986956188	1	< 0.1%
0.9984654339	1	< 0.1%
0.9979283358	1	< 0.1%
0.9978516075	1	< 0.1%
0.9976981508	1	< 0.1%
0.9976214225	2	< 0.1%
0.9975446942	2	< 0.1%

Horizontal_Distance_To_Roadways
Real number (ℝ)

High correlation

Distinct	5785
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.34171421

Minimum	0
Maximum	1
Zeros	96
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0.054938879
Q1	0.16017985
median	0.29197696
Q3	0.48826753
95-th percentile	0.78277364
Maximum	1
Range	1
Interquartile range (IQR)	0.32808768

Descriptive statistics

Standard deviation	0.22487219
Coefficient of variation (CV)	0.65807093
Kurtosis	-0.53780115
Mean	0.34171421
Median Absolute Deviation (MAD)	0.15245188
Skewness	0.65607631
Sum	172686.64
Variance	0.050567502
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.02107629619	1078	0.2%
0.08683434031	882	0.2%
0.1264577772	821	0.2%
0.1433188141	805	0.2%
0.1391035549	777	0.2%
0.1348882956	764	0.2%
0.0547983701	763	0.2%
0.1601798511	736	0.1%
0.1475340733	726	0.1%
0.105381481	725	0.1%
Other values (5775)	497277	98.4%

Value	Count	Frequency (%)
0	96	< 0.1%
0.004215259238	267	0.1%
0.005901362934	153	< 0.1%
0.008430518477	280	0.1%
0.009414078966	249	< 0.1%
0.01194323451	293	0.1%
0.01264577772	331	0.1%
0.01334832092	317	0.1%
0.01517493326	537	0.1%
0.01686103695	559	0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9998594914	1	< 0.1%
0.9992974568	1	< 0.1%
0.9971898272	1	< 0.1%
0.996487284	1	< 0.1%
0.9957847408	2	< 0.1%
0.9950821976	1	< 0.1%
0.9946606716	1	< 0.1%
0.994520163	2	< 0.1%
0.9932555852	1	< 0.1%

Vertical_Distance_To_Hydrology
Real number (ℝ)

High correlation

Distinct	692
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.26974003

Minimum	0
Maximum	1
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0.2
Q1	0.21842105
median	0.24736842
Q3	0.29736842
95-th percentile	0.425
Maximum	1
Range	1
Interquartile range (IQR)	0.078947368

Descriptive statistics

Standard deviation	0.076185672
Coefficient of variation (CV)	0.2824411
Kurtosis	5.8017203
Mean	0.26974003
Median Absolute Deviation (MAD)	0.034210526
Skewness	1.8979445
Sum	136314.2
Variance	0.0058042566
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2092105263	34287	6.8%
0.2131578947	8388	1.7%
0.2223684211	8084	1.6%
0.2184210526	7807	1.5%
0.2263157895	7707	1.5%
0.2171052632	7694	1.5%
0.2144736842	7529	1.5%
0.2157894737	6717	1.3%
0.2302631579	6715	1.3%
0.2394736842	6539	1.3%
Other values (682)	403887	79.9%

Value	Count	Frequency (%)
0	2	< 0.1%
0.001315789474	1	< 0.1%
0.003947368421	1	< 0.1%
0.006578947368	1	< 0.1%
0.007894736842	2	< 0.1%
0.009210526316	2	< 0.1%
0.01052631579	1	< 0.1%
0.01184210526	1	< 0.1%
0.01315789474	1	< 0.1%
0.01578947368	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9973684211	1	< 0.1%
0.9960526316	2	< 0.1%
0.9947368421	3	< 0.1%
0.9921052632	2	< 0.1%
0.9881578947	1	< 0.1%
0.9868421053	1	< 0.1%
0.9855263158	2	< 0.1%
0.9842105263	3	< 0.1%
0.9828947368	3	< 0.1%

Hillshade_9am
Real number (ℝ)

High correlation

Distinct	207
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.83575869

Minimum	0
Maximum	1
Zeros	13
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0.62992126
Q1	0.78346457
median	0.85826772
Q3	0.90944882
95-th percentile	0.96456693
Maximum	1
Range	1
Interquartile range (IQR)	0.12598425

Descriptive statistics

Standard deviation	0.10484011
Coefficient of variation (CV)	0.12544303
Kurtosis	2.1182007
Mean	0.83575869
Median Absolute Deviation (MAD)	0.059055118
Skewness	-1.2439666
Sum	422354
Variance	0.010991448
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.8897637795	10413	2.1%
0.8976377953	10242	2.0%
0.8818897638	10051	2.0%
0.905511811	10049	2.0%
0.8779527559	9782	1.9%
0.874015748	9720	1.9%
0.9173228346	9416	1.9%
0.8937007874	9382	1.9%
0.8858267717	9243	1.8%
0.8700787402	9239	1.8%
Other values (197)	407817	80.7%

Value	Count	Frequency (%)
0	13	< 0.1%
0.1417322835	1	< 0.1%
0.1811023622	2	< 0.1%
0.1968503937	1	< 0.1%
0.2047244094	1	< 0.1%
0.2086614173	1	< 0.1%
0.2125984252	3	< 0.1%
0.2165354331	1	< 0.1%
0.2204724409	5	< 0.1%
0.2244094488	2	< 0.1%

Value	Count	Frequency (%)
1	1641	0.3%
0.9960629921	1822	0.4%
0.9921259843	2123	0.4%
0.9881889764	2409	0.5%
0.9842519685	2766	0.5%
0.9803149606	3116	0.6%
0.9763779528	3249	0.6%
0.9724409449	3691	0.7%
0.968503937	4069	0.8%
0.9645669291	4560	0.9%

Aspect
Real number (ℝ)

High correlation

Distinct	361
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.42996532

Minimum	0
Maximum	1
Zeros	4536
Zeros (%)	0.9%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0.030555556
Q1	0.15833333
median	0.34444444
Q3	0.73055556
95-th percentile	0.95555556
Maximum	1
Range	1
Interquartile range (IQR)	0.57222222

Descriptive statistics

Standard deviation	0.3129525
Coefficient of variation (CV)	0.72785521
Kurtosis	-1.2289254
Mean	0.42996532
Median Absolute Deviation (MAD)	0.23333333
Skewness	0.41649173
Sum	217284.69
Variance	0.097939265
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.125	5854	1.2%
0	4536	0.9%
0.25	4111	0.8%
0.375	3443	0.7%
0.175	3320	0.7%
0.875	3236	0.6%
0.05	3077	0.6%
0.2	3071	0.6%
0.075	3071	0.6%
0.09444444444	2521	0.5%
Other values (351)	469114	92.8%

Value	Count	Frequency (%)
0	4536	0.9%
0.002777777778	1506	0.3%
0.005555555556	1709	0.3%
0.008333333333	1718	0.3%
0.01111111111	2023	0.4%
0.01388888889	1844	0.4%
0.01666666667	1981	0.4%
0.01944444444	1951	0.4%
0.02222222222	1983	0.4%
0.025	2229	0.4%

Value	Count	Frequency (%)
1	49	< 0.1%
0.9972222222	1220	0.2%
0.9944444444	1566	0.3%
0.9916666667	1643	0.3%
0.9888888889	1801	0.4%
0.9861111111	1725	0.3%
0.9833333333	1784	0.4%
0.9805555556	1732	0.3%
0.9777777778	1782	0.4%
0.975	1938	0.4%

Elevation
Real number (ℝ)

High correlation

Distinct	1978
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.54656732

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0.26113057
Q1	0.47773887
median	0.56428214
Q3	0.64182091
95-th percentile	0.73186593
Maximum	1
Range	1
Interquartile range (IQR)	0.16408204

Descriptive statistics

Standard deviation	0.13781103
Coefficient of variation (CV)	0.25213916
Kurtosis	1.0931128
Mean	0.54656732
Median Absolute Deviation (MAD)	0.08154077
Skewness	-0.89179409
Sum	276209.98
Variance	0.018991879
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5547773887	1625	0.3%
0.5517758879	1613	0.3%
0.5662831416	1613	0.3%
0.5567783892	1609	0.3%
0.5597798899	1603	0.3%
0.5582791396	1599	0.3%
0.5647823912	1554	0.3%
0.5482741371	1524	0.3%
0.5532766383	1519	0.3%
0.5467733867	1514	0.3%
Other values (1968)	489581	96.9%

Value	Count	Frequency (%)
0	1	< 0.1%
0.0005002501251	1	< 0.1%
0.00100050025	1	< 0.1%
0.0020010005	1	< 0.1%
0.003501750875	1	< 0.1%
0.004002001001	1	< 0.1%
0.004502251126	1	< 0.1%
0.006003001501	3	< 0.1%
0.006503251626	4	< 0.1%
0.007003501751	1	< 0.1%

Value	Count	Frequency (%)
1	2	< 0.1%
0.9994997499	1	< 0.1%
0.9989994997	1	< 0.1%
0.9974987494	1	< 0.1%
0.9969984992	1	< 0.1%
0.9964982491	2	< 0.1%
0.995997999	1	< 0.1%
0.9954977489	4	< 0.1%
0.9949974987	1	< 0.1%
0.9939969985	6	< 0.1%

Avg_Hillshade
Real number (ℝ)

High correlation

Distinct	384
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.88483176

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0.73443223
Q1	0.84615385
median	0.8992674
Q3	0.93956044
95-th percentile	0.98534799
Maximum	1
Range	1
Interquartile range (IQR)	0.093406593

Descriptive statistics

Standard deviation	0.07908722
Coefficient of variation (CV)	0.089381081
Kurtosis	3.0701699
Mean	0.88483176
Median Absolute Deviation (MAD)	0.045787546
Skewness	-1.3616708
Sum	447153.27
Variance	0.0062547883
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.9212454212	6583	1.3%
0.9139194139	6186	1.2%
0.9175824176	6168	1.2%
0.9322344322	5970	1.2%
0.9047619048	5963	1.2%
0.9249084249	5952	1.2%
0.9010989011	5878	1.2%
0.8992673993	5798	1.1%
0.9065934066	5781	1.1%
0.9285714286	5696	1.1%
Other values (374)	445379	88.1%

Value	Count	Frequency (%)
0	1	< 0.1%
0.01465201465	1	< 0.1%
0.13003663	1	< 0.1%
0.1538461538	1	< 0.1%
0.1648351648	2	< 0.1%
0.1758241758	1	< 0.1%
0.1794871795	1	< 0.1%
0.2106227106	1	< 0.1%
0.2289377289	1	< 0.1%
0.2435897436	1	< 0.1%

Value	Count	Frequency (%)
1	247	< 0.1%
0.9981684982	1927	0.4%
0.9963369963	2939	0.6%
0.9945054945	3181	0.6%
0.9926739927	3415	0.7%
0.9908424908	3115	0.6%
0.989010989	3447	0.7%
0.9871794872	3739	0.7%
0.9853479853	3372	0.7%
0.9835164835	4121	0.8%

Horizontal_Distance_To_Hydrology
Real number (ℝ)

High correlation Zeros

Distinct	551
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.19052047

Minimum	0
Maximum	1
Zeros	21630
Zeros (%)	4.3%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0.021474588
Q1	0.077308518
median	0.15461704
Q3	0.27129563
95-th percentile	0.48246242
Maximum	1
Range	1
Interquartile range (IQR)	0.19398712

Descriptive statistics

Standard deviation	0.15110145
Coefficient of variation (CV)	0.79309826
Kurtosis	1.6070835
Mean	0.19052047
Median Absolute Deviation (MAD)	0.093772369
Skewness	1.188776
Sum	96280.281
Variance	0.022831649
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0214745884	29993	5.9%
0	21630	4.3%
0.107372942	18274	3.6%
0.04294917681	16778	3.3%
0.0479599141	13454	2.7%
0.03006442377	12960	2.6%
0.07730851825	12702	2.5%
0.06084466714	12156	2.4%
0.06442376521	9757	1.9%
0.08589835361	9343	1.8%
Other values (541)	348307	68.9%

Value	Count	Frequency (%)
0	21630	4.3%
0.0214745884	29993	5.9%
0.03006442377	12960	2.6%
0.04294917681	16778	3.3%
0.0479599141	13454	2.7%
0.06084466714	12156	2.4%
0.06442376521	9757	1.9%
0.06800286328	8120	1.6%
0.07730851825	12702	2.5%
0.08589835361	9343	1.8%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9949892627	2	< 0.1%
0.9899785254	2	< 0.1%
0.9892627058	1	< 0.1%
0.9849677881	1	< 0.1%
0.9813886901	1	< 0.1%
0.9806728704	1	< 0.1%
0.9799570508	1	< 0.1%
0.9792412312	2	< 0.1%
0.9742304939	2	< 0.1%

Horizontal_Distance_To_Fire_Points
Real number (ℝ)

High correlation

Distinct	5827
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.28023646

Minimum	0
Maximum	1
Zeros	45
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0.056879967
Q1	0.14275756
median	0.24048515
Q3	0.36135508
95-th percentile	0.70946605
Maximum	1
Range	1
Interquartile range (IQR)	0.21859752

Descriptive statistics

Standard deviation	0.18929568
Coefficient of variation (CV)	0.67548557
Kurtosis	1.5080032
Mean	0.28023646
Median Absolute Deviation (MAD)	0.10748641
Skewness	1.266097
Sum	141618.62
Variance	0.035832855
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.08615641991	1244	0.2%
0.07542172034	981	0.2%
0.0846228914	930	0.2%
0.1313258051	856	0.2%
0.1389934477	844	0.2%
0.09758817789	833	0.2%
0.1012128816	798	0.2%
0.1048375854	782	0.2%
0.1254705144	774	0.2%
0.1338352154	768	0.2%
Other values (5817)	496544	98.3%

Value	Count	Frequency (%)
0	45	< 0.1%
0.004182350481	184	< 0.1%
0.005855290673	183	< 0.1%
0.008364700962	182	< 0.1%
0.009340582741	370	0.1%
0.01184999303	183	< 0.1%
0.01254705144	182	< 0.1%
0.01324410986	366	0.1%
0.01505646173	369	0.1%
0.01672940192	180	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9998605883	1	< 0.1%
0.9993029416	1	< 0.1%
0.9967935313	1	< 0.1%
0.9960964729	1	< 0.1%
0.9956782378	1	< 0.1%
0.9955388262	2	< 0.1%
0.9953994145	1	< 0.1%
0.9941447093	1	< 0.1%
0.9934476509	1	< 0.1%

Slope
Real number (ℝ)

High correlation

Distinct	67
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.20859689

Minimum	0
Maximum	1
Zeros	621
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0.060606061
Q1	0.12121212
median	0.1969697
Q3	0.27272727
95-th percentile	0.42424242
Maximum	1
Range	1
Interquartile range (IQR)	0.15151515

Descriptive statistics

Standard deviation	0.11323937
Coefficient of variation (CV)	0.5428622
Kurtosis	0.75038989
Mean	0.20859689
Median Absolute Deviation (MAD)	0.075757576
Skewness	0.85685891
Sum	105415.27
Variance	0.012823154
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1515151515	30511	6.0%
0.1666666667	30123	6.0%
0.1818181818	29324	5.8%
0.1363636364	29017	5.7%
0.196969697	28187	5.6%
0.1212121212	27610	5.5%
0.2121212121	25932	5.1%
0.2272727273	24691	4.9%
0.1060606061	24304	4.8%
0.09090909091	22768	4.5%
Other values (57)	232887	46.1%

Value	Count	Frequency (%)
0	621	0.1%
0.01515151515	3485	0.7%
0.0303030303	7301	1.4%
0.04545454545	10951	2.2%
0.06060606061	15310	3.0%
0.07575757576	19417	3.8%
0.09090909091	22768	4.5%
0.1060606061	24304	4.8%
0.1212121212	27610	5.5%
0.1363636364	29017	5.7%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9848484848	2	< 0.1%
0.9696969697	1	< 0.1%
0.9545454545	1	< 0.1%
0.9393939394	2	< 0.1%
0.9242424242	4	< 0.1%
0.9090909091	2	< 0.1%
0.8939393939	3	< 0.1%
0.8787878788	1	< 0.1%
0.8636363636	7	< 0.1%

Elevation_x_Slope
Real number (ℝ)

High correlation

Distinct	37825
Distinct (%)	7.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.19572668

Minimum	0
Maximum	1
Zeros	621
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0.054874073
Q1	0.12053885
median	0.18209684
Q3	0.25631101
95-th percentile	0.3833073
Maximum	1
Range	1
Interquartile range (IQR)	0.13577216

Descriptive statistics

Standard deviation	0.10242268
Coefficient of variation (CV)	0.52329443
Kurtosis	0.91042054
Mean	0.19572668
Median Absolute Deviation (MAD)	0.066663413
Skewness	0.80115176
Sum	98911.263
Variance	0.010490406
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	621	0.1%
0.1873096447	163	< 0.1%
0.1733112066	159	< 0.1%
0.1918781726	157	< 0.1%
0.1440843421	154	< 0.1%
0.1453533776	146	< 0.1%
0.1895939086	146	< 0.1%
0.1305544709	143	< 0.1%
0.1444260055	143	< 0.1%
0.2389691527	142	< 0.1%
Other values (37815)	503380	99.6%

Value	Count	Frequency (%)
0	621	0.1%
0.009415267474	1	< 0.1%
0.009468957439	1	< 0.1%
0.009820382663	1	< 0.1%
0.01019133151	2	< 0.1%
0.01024990238	1	< 0.1%
0.0102645451	1	< 0.1%
0.01035240141	1	< 0.1%
0.01035728231	1	< 0.1%
0.01039144865	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9947676689	1	< 0.1%
0.9815989848	1	< 0.1%
0.9556618508	1	< 0.1%
0.9448408825	1	< 0.1%
0.9239408434	1	< 0.1%
0.9062524405	1	< 0.1%
0.9025380711	1	< 0.1%
0.875204998	1	< 0.1%
0.8654822335	1	< 0.1%

Hillshade_3pm
Real number (ℝ)

High correlation

Distinct	255
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.56133517

Minimum	0
Maximum	1
Zeros	1266
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0.31102362
Q1	0.47244094
median	0.56299213
Q3	0.66141732
95-th percentile	0.7992126
Maximum	1
Range	1
Interquartile range (IQR)	0.18897638

Descriptive statistics

Standard deviation	0.14874626
Coefficient of variation (CV)	0.26498653
Kurtosis	0.54411121
Mean	0.56133517
Median Absolute Deviation (MAD)	0.094488189
Skewness	-0.29140078
Sum	283672.97
Variance	0.02212545
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.562992126	6582	1.3%
0.5708661417	6474	1.3%
0.5433070866	6384	1.3%
0.5748031496	6243	1.2%
0.5590551181	6189	1.2%
0.5354330709	6166	1.2%
0.5472440945	6153	1.2%
0.5866141732	6078	1.2%
0.531496063	6035	1.2%
0.5905511811	6026	1.2%
Other values (245)	443024	87.7%

Value	Count	Frequency (%)
0	1266	0.3%
0.003937007874	14	< 0.1%
0.007874015748	15	< 0.1%
0.01181102362	15	< 0.1%
0.0157480315	18	< 0.1%
0.01968503937	18	< 0.1%
0.02362204724	24	< 0.1%
0.02755905512	28	< 0.1%
0.03149606299	20	< 0.1%
0.03543307087	31	< 0.1%

Value	Count	Frequency (%)
1	4	< 0.1%
0.9960629921	8	< 0.1%
0.9921259843	16	< 0.1%
0.9881889764	10	< 0.1%
0.9842519685	15	< 0.1%
0.9803149606	35	< 0.1%
0.9763779528	41	< 0.1%
0.9724409449	54	< 0.1%
0.968503937	68	< 0.1%
0.9645669291	78	< 0.1%

Distance_to_Water
Real number (ℝ)

High correlation Zeros

Distinct	48761
Distinct (%)	9.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.19219802

Minimum	0
Maximum	1
Zeros	21630
Zeros (%)	4.3%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0.021142888
Q1	0.076231767
median	0.1591766
Q3	0.27493072
95-th percentile	0.48581219
Maximum	1
Range	1
Interquartile range (IQR)	0.19869896

Descriptive statistics

Standard deviation	0.15196498
Coefficient of variation (CV)	0.7906688
Kurtosis	1.604842
Mean	0.19219802
Median Absolute Deviation (MAD)	0.095556376
Skewness	1.1832935
Sum	97128.036
Variance	0.023093354
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	21630	4.3%
0.02114288811	4151	0.8%
0.02124833958	3374	0.7%
0.0211546309	3338	0.7%
0.02118982022	3333	0.7%
0.02132999697	2748	0.5%
0.02143452793	2308	0.5%
0.02156159981	2177	0.4%
0.02171081682	1810	0.4%
0.02188172591	1299	0.3%
Other values (48751)	459186	90.9%

Value	Count	Frequency (%)
0	21630	4.3%
0.02114288811	4151	0.8%
0.0211546309	3338	0.7%
0.02118982022	3333	0.7%
0.02124833958	3374	0.7%
0.02132999697	2748	0.5%
0.02143452793	2308	0.5%
0.02156159981	2177	0.4%
0.02171081682	1810	0.4%
0.02188172591	1299	0.3%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9960384945	1	< 0.1%
0.9944624595	1	< 0.1%
0.9919249796	1	< 0.1%
0.9851045647	1	< 0.1%
0.9831829448	1	< 0.1%
0.982764056	1	< 0.1%
0.9802502571	1	< 0.1%
0.979413088	1	< 0.1%
0.9755568789	1	< 0.1%

Wilderness_Area
Real number (ℝ)

High correlation

Distinct	40
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.67163

Minimum	0
Maximum	39
Zeros	3031
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	20
median	28
Q3	30
95-th percentile	37
Maximum	39
Range	39
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	9.1508803
Coefficient of variation (CV)	0.38657584
Kurtosis	-0.28933434
Mean	23.67163
Median Absolute Deviation (MAD)	4
Skewness	-0.76966211
Sum	11962553
Variance	83.738611
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
28	115174	22.8%
22	48686	9.6%
31	46440	9.2%
32	33897	6.7%
29	30170	6.0%
11	29971	5.9%
9	26929	5.3%
21	25682	5.1%
30	24253	4.8%
23	16959	3.4%
Other values (30)	107193	21.2%

Value	Count	Frequency (%)
0	3031	0.6%
1	4918	1.0%
2	2531	0.5%
3	7619	1.5%
4	1597	0.3%
5	6575	1.3%
6	105	< 0.1%
7	179	< 0.1%
8	1147	0.2%
9	26929	5.3%

Value	Count	Frequency (%)
39	6834	1.4%
38	10406	2.1%
37	13519	2.7%
36	298	0.1%
35	119	< 0.1%
34	1391	0.3%
33	706	0.1%
32	33897	6.7%
31	46440	9.2%
30	24253	4.8%

Soil_Type
Categorical

High correlation

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.9 MiB

0.0	260796
2.0	199161
3.0	36968
1.0	8429

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1516062
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	260796	51.6%
2.0	199161	39.4%
3.0	36968	7.3%
1.0	8429	1.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	260796	51.6%
2.0	199161	39.4%
3.0	36968	7.3%
1.0	8429	1.7%

Most occurring characters

Value	Count	Frequency (%)
0	766150	50.5%
.	505354	33.3%
2	199161	13.1%
3	36968	2.4%
1	8429	0.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1516062	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	766150	50.5%
.	505354	33.3%
2	199161	13.1%
3	36968	2.4%
1	8429	0.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1516062	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	766150	50.5%
.	505354	33.3%
2	199161	13.1%
3	36968	2.4%
1	8429	0.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1516062	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	766150	50.5%
.	505354	33.3%
2	199161	13.1%
3	36968	2.4%
1	8429	0.6%

Cover_Type
Real number (ℝ)

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0589349

Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	2
95-th percentile	6
Maximum	7
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.3893957
Coefficient of variation (CV)	0.67481283
Kurtosis	4.9724135
Mean	2.0589349
Median Absolute Deviation (MAD)	0
Skewness	2.2809236
Sum	1040491
Variance	1.9304204
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
2	254165	50.3%
1	178709	35.4%
3	28058	5.6%
7	17532	3.5%
6	14851	2.9%
5	9292	1.8%
4	2747	0.5%

Value	Count	Frequency (%)
1	178709	35.4%
2	254165	50.3%
3	28058	5.6%
4	2747	0.5%
5	9292	1.8%
6	14851	2.9%
7	17532	3.5%

Value	Count	Frequency (%)
7	17532	3.5%
6	14851	2.9%
5	9292	1.8%
4	2747	0.5%
3	28058	5.6%
2	254165	50.3%
1	178709	35.4%

	Aspect	Avg_Hillshade	Cover_Type	Distance_to_Water	Elevation	Elevation_x_Slope	Hillshade_3pm	Hillshade_9am	Hillshade_Noon	Horizontal_Distance_To_Fire_Points	Horizontal_Distance_To_Hydrology	Horizontal_Distance_To_Roadways	Hydro_Road_Fire_Distance	Slope	Soil_Type	Vertical_Distance_To_Hydrology	Wilderness_Area
Aspect	1.000	0.436	0.040	0.003	0.032	0.070	0.632	-0.415	0.414	-0.110	-0.003	0.019	-0.047	0.068	0.162	0.072	0.014
Avg_Hillshade	0.436	1.000	-0.078	0.025	0.193	-0.499	0.655	-0.194	0.986	0.018	0.036	0.219	0.158	-0.523	0.138	-0.109	0.022
Cover_Type	0.040	-0.078	1.000	0.002	-0.493	0.084	-0.028	-0.009	-0.063	-0.121	-0.007	-0.226	-0.223	0.167	0.482	0.121	-0.224
Distance_to_Water	0.003	0.025	0.002	1.000	0.251	0.079	0.036	-0.047	0.022	0.065	0.999	0.062	0.143	0.035	0.106	0.647	0.192
Elevation	0.032	0.193	-0.493	0.251	1.000	-0.023	0.073	0.026	0.186	0.129	0.261	0.417	0.368	-0.175	0.543	0.060	0.536
Elevation_x_Slope	0.070	-0.499	0.084	0.079	-0.023	1.000	-0.181	-0.119	-0.443	-0.132	0.057	-0.155	-0.178	0.984	0.132	0.331	0.128
Hillshade_3pm	0.632	0.655	-0.028	0.036	0.073	-0.181	1.000	-0.819	0.566	-0.083	0.035	0.105	0.030	-0.187	0.162	0.036	-0.003
Hillshade_9am	-0.415	-0.194	-0.009	-0.047	0.026	-0.119	-0.819	1.000	-0.086	0.126	-0.039	0.007	0.067	-0.125	0.196	-0.132	0.009
Hillshade_Noon	0.414	0.986	-0.063	0.022	0.186	-0.443	0.566	-0.086	1.000	0.020	0.032	0.209	0.152	-0.468	0.143	-0.099	0.020
Horizontal_Distance_To_Fire_Points	-0.110	0.018	-0.121	0.065	0.129	-0.132	-0.083	0.126	0.020	1.000	0.074	0.371	0.735	-0.169	0.290	-0.039	0.072
Horizontal_Distance_To_Hydrology	-0.003	0.036	-0.007	0.999	0.261	0.057	0.035	-0.039	0.032	0.074	1.000	0.072	0.154	0.013	0.106	0.624	0.196
Horizontal_Distance_To_Roadways	0.019	0.219	-0.226	0.062	0.417	-0.155	0.105	0.007	0.209	0.371	0.072	1.000	0.880	-0.228	0.363	-0.032	0.191
Hydro_Road_Fire_Distance	-0.047	0.158	-0.223	0.143	0.368	-0.178	0.030	0.067	0.152	0.735	0.154	0.880	1.000	-0.247	0.424	0.002	0.175
Slope	0.068	-0.523	0.167	0.035	-0.175	0.984	-0.187	-0.125	-0.468	-0.169	0.013	-0.228	-0.247	1.000	0.206	0.316	0.030
Soil_Type	0.162	0.138	0.482	0.106	0.543	0.132	0.162	0.196	0.143	0.290	0.106	0.363	0.424	0.206	1.000	0.129	0.459
Vertical_Distance_To_Hydrology	0.072	-0.109	0.121	0.647	0.060	0.331	0.036	-0.132	-0.099	-0.039	0.624	-0.032	0.002	0.316	0.129	1.000	0.118
Wilderness_Area	0.014	0.022	-0.224	0.192	0.536	0.128	-0.003	0.009	0.020	0.072	0.196	0.191	0.175	0.030	0.459	0.118	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	Hillshade_Noon	Hydro_Road_Fire_Distance	Horizontal_Distance_To_Roadways	Vertical_Distance_To_Hydrology	Hillshade_9am	Aspect	Elevation	Avg_Hillshade	Horizontal_Distance_To_Hydrology	Horizontal_Distance_To_Fire_Points	Slope	Elevation_x_Slope	Hillshade_3pm	Distance_to_Water	Wilderness_Area	Cover_Type
0	0.913	0.532	0.072	0.209	0.870	0.142	0.369	0.927	0.185	0.875	0.045	0.038	0.583	0.182	28.0	5
1	0.925	0.516	0.055	0.201	0.866	0.156	0.366	0.936	0.152	0.868	0.030	0.025	0.594	0.149	28.0	5
2	0.937	0.726	0.447	0.295	0.921	0.386	0.473	0.938	0.192	0.853	0.136	0.123	0.531	0.194	11.0	2
3	0.937	0.724	0.434	0.364	0.937	0.431	0.463	0.921	0.173	0.866	0.273	0.245	0.480	0.190	29.0	2
4	0.921	0.507	0.055	0.208	0.866	0.125	0.368	0.932	0.110	0.860	0.030	0.025	0.591	0.108	28.0	5
5	0.933	0.483	0.009	0.189	0.906	0.367	0.360	0.938	0.215	0.841	0.091	0.076	0.551	0.212	28.0	2
6	0.886	0.541	0.089	0.216	0.874	0.125	0.374	0.897	0.193	0.872	0.106	0.089	0.543	0.190	28.0	5
7	0.906	0.531	0.081	0.218	0.874	0.136	0.373	0.918	0.168	0.868	0.061	0.051	0.567	0.165	28.0	5
8	0.870	0.540	0.094	0.283	0.878	0.125	0.379	0.883	0.172	0.870	0.136	0.115	0.524	0.174	28.0	5
9	0.862	0.537	0.089	0.224	0.898	0.164	0.377	0.872	0.177	0.869	0.152	0.127	0.488	0.174	28.0	5

	Hillshade_Noon	Hydro_Road_Fire_Distance	Horizontal_Distance_To_Roadways	Vertical_Distance_To_Hydrology	Hillshade_9am	Aspect	Elevation	Avg_Hillshade	Horizontal_Distance_To_Hydrology	Horizontal_Distance_To_Fire_Points	Slope	Elevation_x_Slope	Hillshade_3pm	Distance_to_Water	Wilderness_Area	Soil_Type	Cover_Type
505344	0.843	0.250	0.224	0.228	0.898	0.156	0.666	0.850	0.136	0.221	0.182	0.187	0.461	0.134	30.0	2.0	1
505345	0.807	0.250	0.224	0.218	0.909	0.167	0.662	0.811	0.116	0.224	0.242	0.249	0.402	0.114	30.0	2.0	1
505346	0.799	0.249	0.224	0.236	0.894	0.147	0.658	0.804	0.096	0.228	0.258	0.263	0.409	0.095	30.0	2.0	1
505347	0.807	0.249	0.224	0.228	0.874	0.122	0.655	0.817	0.077	0.231	0.227	0.232	0.449	0.077	30.0	2.0	1
505348	0.823	0.249	0.223	0.221	0.882	0.133	0.653	0.832	0.061	0.234	0.212	0.216	0.457	0.060	30.0	2.0	1
505349	0.831	0.249	0.223	0.226	0.906	0.169	0.650	0.837	0.043	0.238	0.197	0.200	0.437	0.043	30.0	2.0	1
505350	0.843	0.249	0.223	0.217	0.917	0.189	0.646	0.848	0.021	0.241	0.197	0.200	0.437	0.022	30.0	2.0	1
505351	0.839	0.249	0.224	0.209	0.898	0.156	0.643	0.846	0.000	0.245	0.197	0.200	0.457	0.000	23.0	2.0	1
505352	0.803	0.251	0.224	0.209	0.870	0.114	0.641	0.813	0.000	0.248	0.242	0.245	0.449	0.000	23.0	2.0	1
505353	0.787	0.255	0.224	0.211	0.831	0.081	0.638	0.799	0.021	0.252	0.258	0.260	0.472	0.021	23.0	2.0	1

Overview

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample